{"id":1640,"date":"2024-12-09T13:32:01","date_gmt":"2024-12-09T13:32:01","guid":{"rendered":"https:\/\/symufolk.com\/?page_id=1640"},"modified":"2025-08-19T11:31:45","modified_gmt":"2025-08-19T11:31:45","slug":"optimizing-amazon-data-engineering-workflow","status":"publish","type":"page","link":"https:\/\/symufolk.com\/ar\/optimizing-amazon-data-engineering-workflow\/","title":{"rendered":"\u062a\u062d\u0633\u064a\u0646 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0623\u0645\u0627\u0632\u0648\u0646"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1640\" class=\"elementor elementor-1640\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d57a41e e-flex e-con-boxed e-con e-parent\" data-id=\"d57a41e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-47bb9fa e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"47bb9fa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;bounceInLeft&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-3b545bf e-con-full e-flex e-con e-child\" data-id=\"3b545bf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-44f6f6b e-con-full e-flex e-con e-child\" data-id=\"44f6f6b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a6ba62b elementor-widget elementor-widget-heading\" data-id=\"a6ba62b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Amazon<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e714d3a e-con-full e-flex e-con e-child\" data-id=\"e714d3a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-185dd2c e-con-full e-flex e-con e-child\" data-id=\"185dd2c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0cb0b2e elementor-widget elementor-widget-elementskit-heading\" data-id=\"0cb0b2e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"elementskit-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" ><div class=\"ekit-heading elementskit-section-title-wraper text_left   ekit_heading_tablet-   ekit_heading_mobile-\"><h2 class=\"ekit-heading--title elementskit-section-title \">Optimizing <span><span>Amazon\u2019s<\/span><\/span> Data Engineering Workflow<\/h2><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0225580 elementor-widget elementor-widget-text-editor\" data-id=\"0225580\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tAmazon\u2019s data requirements were expanding rapidly, placing immense strain on its existing data engineering infrastructure. The manual handling of large datasets, slow ingestion processes, and inefficient workflows hindered Amazon\u2019s ability to make real-time, data-driven decisions. SymuFolk partnered with Amazon to automate data workflows, enhance scalability, and enable real-time insights, ensuring their infrastructure could handle massive data volumes efficiently.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-217ec37 e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"217ec37\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f7ff6ec elementor-section-boxed elementor-section-height-default elementor-section-height-default elementor-invisible\" data-id=\"f7ff6ec\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;bounceInUp&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2e1c219\" data-id=\"2e1c219\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a221c6f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a221c6f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-ae67664\" data-id=\"ae67664\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-309b1de elementor-widget elementor-widget-counter\" data-id=\"309b1de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Total Hours\u200b<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"100\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">+<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-fcb8fb4\" data-id=\"fcb8fb4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6cefa3e elementor-widget elementor-widget-counter\" data-id=\"6cefa3e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Increased Workflow<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"200\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">%<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-9d8d3f2\" data-id=\"9d8d3f2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-33a1045 elementor-widget elementor-widget-counter\" data-id=\"33a1045\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Reduced Cost<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"30\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">%<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-8ef8607\" data-id=\"8ef8607\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-73b9703 elementor-widget elementor-widget-counter\" data-id=\"73b9703\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Satisfaction Rate<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"91\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\">%<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-8dfbf59 e-flex e-con-boxed e-con e-parent\" data-id=\"8dfbf59\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_range&quot;:&quot;viewport&quot;,&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8b711d9 e-con-full e-flex e-con e-child\" data-id=\"8b711d9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-85685ee elementor-widget elementor-widget-image\" data-id=\"85685ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:12,&quot;end&quot;:100}},&quot;motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:4,&quot;sizes&quot;:[]},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"501\" height=\"498\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/08\/Challenges.webp\" class=\"attachment-large size-large wp-image-5095\" alt=\"Challenges\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/08\/Challenges.webp 501w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/08\/Challenges-300x298.webp 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/08\/Challenges-150x150.webp 150w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/08\/Challenges-12x12.webp 12w\" sizes=\"(max-width: 501px) 100vw, 501px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b8eb654 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"b8eb654\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;bounceInRight&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-1598ec4 e-con-full e-flex e-con e-child\" data-id=\"1598ec4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a7dc3e1 e-con-full e-flex e-con e-child\" data-id=\"a7dc3e1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cadf9cf elementor-widget elementor-widget-heading\" data-id=\"cadf9cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Challenges<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-653e0d4 e-con-full e-flex e-con e-child\" data-id=\"653e0d4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72e5286 elementor-widget elementor-widget-text-editor\" data-id=\"72e5286\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Amazon faced several critical data infrastructure challenges:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Manual Data Handling:<\/b><span style=\"font-weight: 400;\"> Delays in ingestion and processing due to excessive manual intervention.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Dirty &amp; Voluminous Raw Data:<\/b><span style=\"font-weight: 400;\"> Unstructured data in Amazon S3 required time-consuming cleaning and organization.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Inefficient Workflows:<\/b><span style=\"font-weight: 400;\"> Legacy processes could not scale effectively, reducing data quality and operational efficiency.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Slow Decision-Making:<\/b><span style=\"font-weight: 400;\"> Business teams lacked access to real-time data, slowing critical decision-making.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Bottlenecks &amp; Inefficiencies:<\/b><span style=\"font-weight: 400;\"> The growing complexity of data accumulation and manual processes made management increasingly difficult.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2666fa6 e-flex e-con-boxed e-con e-parent\" data-id=\"2666fa6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ba65be3 e-con-full e-flex e-con e-child\" data-id=\"ba65be3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9c1ecc0 elementor-widget elementor-widget-image\" data-id=\"9c1ecc0\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:12,&quot;end&quot;:100}},&quot;motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:4,&quot;sizes&quot;:[]},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"501\" height=\"498\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/08\/Solution.webp\" class=\"attachment-large size-large wp-image-5096\" alt=\"Solution\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/08\/Solution.webp 501w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/08\/Solution-300x298.webp 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/08\/Solution-150x150.webp 150w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/08\/Solution-12x12.webp 12w\" sizes=\"(max-width: 501px) 100vw, 501px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-31251a2 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"31251a2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;bounceInLeft&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-0809f14 e-con-full e-flex e-con e-child\" data-id=\"0809f14\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ba86bf0 e-con-full e-flex e-con e-child\" data-id=\"ba86bf0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d2f170c elementor-widget elementor-widget-heading\" data-id=\"d2f170c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Solution<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-14b9c8f e-con-full e-flex e-con e-child\" data-id=\"14b9c8f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cfcfcd0 elementor-widget elementor-widget-text-editor\" data-id=\"cfcfcd0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>SymuFolk implemented automated data ingestion using Airflow, designing custom DAGs to automate scheduling, error handling, and real-time alerting. This significantly reduced manual intervention and ensured faster data availability.<br \/><br \/>For data transformation, we leveraged AWS Glue to create scalable ETL pipelines that efficiently cleaned, structured, and enriched raw data. The optimized data pipeline seamlessly integrates with Amazon\u2019s BI tools, enabling real-time insights for business teams and faster, data-driven decision-making.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7fafe50 elementor-widget elementor-widget-elementskit-social-media\" data-id=\"7fafe50\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"elementskit-social-media.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\t\t\t <ul class=\"ekit_social_media\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"elementor-repeater-item-5b173c5\">\n\t\t\t\t\t    <a href=\"https:\/\/www.amazon.com\/\" aria-label=\"Amazon\" class=\"web\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"mdi mdi-web\"><\/i>\n                                                                                                            <\/a>\n                    <\/li>\n                    \t\t\t\t\t\t\t<\/ul>\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-88a4f0d e-flex e-con-boxed e-con e-parent\" data-id=\"88a4f0d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3f5d0db e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"3f5d0db\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6053fb5 elementor-widget elementor-widget-image\" data-id=\"6053fb5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"2\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line.png\" class=\"attachment-large size-large wp-image-824\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line.png 962w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line-300x1.png 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line-768x2.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-668011b e-con-full e-flex e-con e-child\" data-id=\"668011b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc2d60e elementor-widget elementor-widget-heading\" data-id=\"cc2d60e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">our input<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ba91447 e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"ba91447\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dfced4d elementor-widget elementor-widget-image\" data-id=\"dfced4d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"2\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line.png\" class=\"attachment-large size-large wp-image-824\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line.png 962w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line-300x1.png 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line-768x2.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b5382e9 e-flex e-con-boxed e-con e-parent\" data-id=\"b5382e9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2eaf21f e-con-full e-flex e-con e-child\" data-id=\"2eaf21f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-b35f0a5 e-con-full e-flex e-con e-child\" data-id=\"b35f0a5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4ea711a elementor-widget elementor-widget-image\" data-id=\"4ea711a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"92\" height=\"92\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/753448118-1721829063.png\" class=\"attachment-large size-large wp-image-309\" alt=\"Python\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69febd2 elementor-widget elementor-widget-heading\" data-id=\"69febd2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Python<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-18cd0a7 e-con-full e-flex e-con e-child\" data-id=\"18cd0a7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9367f1c elementor-widget elementor-widget-image\" data-id=\"9367f1c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"157\" height=\"156\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/256441127-1675754179.png\" class=\"attachment-large size-large wp-image-307\" alt=\"GraphQL\u200b\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/256441127-1675754179.png 157w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/256441127-1675754179-150x150.png 150w\" sizes=\"(max-width: 157px) 100vw, 157px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57a319b elementor-widget elementor-widget-heading\" data-id=\"57a319b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">GraphQL<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c736f20 e-con-full e-flex e-con e-child\" data-id=\"c736f20\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3091534 elementor-widget elementor-widget-image\" data-id=\"3091534\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"139\" height=\"156\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/111029535-1675751792.png\" class=\"attachment-large size-large wp-image-306\" alt=\"Node.js\u200b\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf3c1e7 elementor-widget elementor-widget-heading\" data-id=\"cf3c1e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Node.js<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c972306 e-con-full e-flex e-con e-child\" data-id=\"c972306\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-94666f2 elementor-widget elementor-widget-image\" data-id=\"94666f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"323\" height=\"312\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/494977075-1716214309.png\" class=\"attachment-large size-large wp-image-308\" alt=\"NestJS\u200b\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/494977075-1716214309.png 323w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/494977075-1716214309-300x290.png 300w\" sizes=\"(max-width: 323px) 100vw, 323px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cfe9052 elementor-widget elementor-widget-heading\" data-id=\"cfe9052\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">NestJS<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3a00ecc e-con-full e-flex e-con e-child\" data-id=\"3a00ecc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d8e3d65 elementor-widget elementor-widget-image\" data-id=\"d8e3d65\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"100\" height=\"100\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/952992328-1725352664.png\" class=\"attachment-large size-large wp-image-305\" alt=\"PHP\u200b\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-82fba8c elementor-widget elementor-widget-heading\" data-id=\"82fba8c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">PHP<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f7022d5 e-con-full e-flex e-con e-child\" data-id=\"f7022d5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9784b1c elementor-widget elementor-widget-image\" data-id=\"9784b1c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"100\" height=\"100\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/185641935-1725356713.png\" class=\"attachment-large size-large wp-image-304\" alt=\"MicrosoftNet\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3670b4a elementor-widget elementor-widget-heading\" data-id=\"3670b4a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Microsoft Net<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-93e9d60 e-flex e-con-boxed e-con e-parent\" data-id=\"93e9d60\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e330e44 e-con-full e-flex e-con e-child\" data-id=\"e330e44\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-997e8bd elementor-widget elementor-widget-heading\" data-id=\"997e8bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">RESULTS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-360a9a9 e-con-full e-flex e-con e-child\" data-id=\"360a9a9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-12f0237 elementor-widget elementor-widget-image\" data-id=\"12f0237\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"2\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line.png\" class=\"attachment-large size-large wp-image-824\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line.png 962w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line-300x1.png 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line-768x2.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b2be8de e-flex e-con-boxed e-con e-parent\" data-id=\"b2be8de\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2792dd4 elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"2792dd4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;motion_fx_translateX_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_direction&quot;:&quot;negative&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:2.4,&quot;sizes&quot;:[]},&quot;motion_fx_translateX_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tSymuFolk\u2019s transformation of Amazon\u2019s data workflows enhanced efficiency, scalability, and decision-making speed, while reducing manual overhead and bottlenecks.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc30885 elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-text-editor\" data-id=\"bc30885\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tSymuFolk\u2019s transformation of Amazon\u2019s data workflows enhanced efficiency, scalability, and decision-making speed, while reducing manual overhead and bottlenecks.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6af5f1f e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"6af5f1f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;bounceInUp&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-65d17e9 e-con-full e-flex e-con e-child\" data-id=\"65d17e9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-b16ce4e e-con-full e-flex e-con e-child\" data-id=\"b16ce4e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7a10a96 elementor-widget elementor-widget-heading\" data-id=\"7a10a96\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">30%<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f8bb76 elementor-widget elementor-widget-heading\" data-id=\"9f8bb76\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">30%<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b83871 elementor-widget elementor-widget-heading\" data-id=\"7b83871\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Operational Overhead Reduction<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0748ba1 elementor-widget elementor-widget-text-editor\" data-id=\"0748ba1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tAutomation cut manual work by 30%.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7e135ce e-con-full e-flex e-con e-child\" data-id=\"7e135ce\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2afe7d1 elementor-widget elementor-widget-heading\" data-id=\"2afe7d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">25%<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0ca510 elementor-widget elementor-widget-heading\" data-id=\"d0ca510\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">25%<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d955d8 elementor-widget elementor-widget-heading\" data-id=\"3d955d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Scalability<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5c28e5 elementor-widget elementor-widget-text-editor\" data-id=\"c5c28e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe solution scaled seamlessly, maintaining performance with growing data.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-90278d1 e-con-full e-flex e-con e-child\" data-id=\"90278d1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-89e5586 elementor-widget elementor-widget-heading\" data-id=\"89e5586\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">40%<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e4db67f elementor-widget elementor-widget-heading\" data-id=\"e4db67f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">40%<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8790b5d elementor-widget elementor-widget-heading\" data-id=\"8790b5d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">40% Faster Decisions<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7821d6 elementor-widget elementor-widget-text-editor\" data-id=\"d7821d6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tReduced data turnaround by 40%, enabling quicker decision-making.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4cd0d50 e-flex e-con-boxed e-con e-parent\" data-id=\"4cd0d50\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e036202 e-con-full e-flex e-con e-child\" data-id=\"e036202\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8b51a04 elementor-widget elementor-widget-heading\" data-id=\"8b51a04\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">how we did it<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3a2e10a e-con-full e-flex e-con e-child\" data-id=\"3a2e10a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-39961b1 elementor-widget elementor-widget-image\" data-id=\"39961b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"2\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line.png\" class=\"attachment-large size-large wp-image-824\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line.png 962w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line-300x1.png 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line-768x2.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f1559b6 e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"f1559b6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;bounceInUp&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7ad3614 e-con-full e-flex e-con e-child\" data-id=\"7ad3614\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;motion_fx_motion_fx_mouse&quot;:&quot;yes&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-923bcb4 elementor-widget elementor-widget-image\" data-id=\"923bcb4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/1-1.png\" class=\"attachment-large size-large wp-image-3579\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/1-1.png 500w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/1-1-300x300.png 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/1-1-150x150.png 150w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/1-1-12x12.png 12w\" sizes=\"(max-width: 500px) 100vw, 500px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65521b3 elementor-widget elementor-widget-heading\" data-id=\"65521b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Discovery &amp; Assessment<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b530d9e elementor-widget elementor-widget-text-editor\" data-id=\"b530d9e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tConducted a comprehensive analysis of Amazon\u2019s data infrastructure, identifying inefficiencies.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-81462f5 e-con-full e-flex e-con e-child\" data-id=\"81462f5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ba64d7d elementor-widget elementor-widget-image\" data-id=\"ba64d7d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Platform-Design\u200b.png\" class=\"attachment-large size-large wp-image-3725\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Platform-Design\u200b.png 500w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Platform-Design\u200b-300x300.png 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Platform-Design\u200b-150x150.png 150w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Platform-Design\u200b-12x12.png 12w\" sizes=\"(max-width: 500px) 100vw, 500px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c8255ff elementor-widget elementor-widget-heading\" data-id=\"c8255ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Solution Design<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c094380 elementor-widget elementor-widget-text-editor\" data-id=\"c094380\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tDeveloped an automated data ingestion and transformation strategy using Airflow and AWS Glue.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b0fb93c e-con-full e-flex e-con e-child\" data-id=\"b0fb93c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ef02219 elementor-widget elementor-widget-image\" data-id=\"ef02219\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Planning\u200b.png\" class=\"attachment-large size-large wp-image-3698\" alt=\"Planning\u200b\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Planning\u200b.png 500w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Planning\u200b-300x300.png 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Planning\u200b-150x150.png 150w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Planning\u200b-12x12.png 12w\" sizes=\"(max-width: 500px) 100vw, 500px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c525e0 elementor-widget elementor-widget-heading\" data-id=\"5c525e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Implementation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f407308 elementor-widget elementor-widget-text-editor\" data-id=\"f407308\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t Implemented scalable ETL pipelines and integrated real-time processing workflows for seamless ingestion and transformation.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3d21c5d e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"3d21c5d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;bounceInUp&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-378b42d e-con-full e-flex e-con e-child\" data-id=\"378b42d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5d39bb6 elementor-widget elementor-widget-image\" data-id=\"5d39bb6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Real-Time-Insights.png\" class=\"attachment-large size-large wp-image-3560\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Real-Time-Insights.png 500w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Real-Time-Insights-300x300.png 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Real-Time-Insights-150x150.png 150w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Real-Time-Insights-12x12.png 12w\" sizes=\"(max-width: 500px) 100vw, 500px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ad626a elementor-widget elementor-widget-heading\" data-id=\"3ad626a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Testing &amp; Optimization<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a287598 elementor-widget elementor-widget-text-editor\" data-id=\"a287598\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tRigorously tested workflows to optimize performance, error handling, and system reliability.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bf8a417 e-con-full e-flex e-con e-child\" data-id=\"bf8a417\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-617ebbd elementor-widget elementor-widget-image\" data-id=\"617ebbd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/5.png\" class=\"attachment-large size-large wp-image-3583\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/5.png 500w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/5-300x300.png 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/5-150x150.png 150w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/5-12x12.png 12w\" sizes=\"(max-width: 500px) 100vw, 500px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-82fa00b elementor-widget elementor-widget-heading\" data-id=\"82fa00b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Ongoing Support &amp; Monitoring<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc14987 elementor-widget elementor-widget-text-editor\" data-id=\"dc14987\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tEstablished automated alerts and system monitoring to ensure continuous optimization and future scalability.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ba0001e e-con-full e-flex e-con e-child\" data-id=\"ba0001e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8a45bc1 elementor-widget elementor-widget-image\" data-id=\"8a45bc1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Data-Curation-Refinement\u200b.png\" class=\"attachment-large size-large wp-image-3706\" alt=\"Data Curation &amp; Refinement\u200b\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Data-Curation-Refinement\u200b.png 500w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Data-Curation-Refinement\u200b-300x300.png 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Data-Curation-Refinement\u200b-150x150.png 150w, https:\/\/symufolk.com\/wp-content\/uploads\/2025\/02\/Data-Curation-Refinement\u200b-12x12.png 12w\" sizes=\"(max-width: 500px) 100vw, 500px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30450e0 elementor-widget elementor-widget-heading\" data-id=\"30450e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Scalable Infrastructure<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31735b1 elementor-widget elementor-widget-text-editor\" data-id=\"31735b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe solution effortlessly scales to meet Amazon\u2019s evolving data needs.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0955368 e-flex e-con-boxed e-con e-parent\" data-id=\"0955368\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f5694d7 e-con-full e-flex e-con e-child\" data-id=\"f5694d7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c938746 elementor-widget elementor-widget-heading\" data-id=\"c938746\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Technologies<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0094894 elementor-widget elementor-widget-heading\" data-id=\"0094894\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">WE USED<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1bf6c04 e-con-full e-flex e-con e-child\" data-id=\"1bf6c04\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-94f1028 elementor-widget elementor-widget-image\" data-id=\"94f1028\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"2\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line.png\" class=\"attachment-large size-large wp-image-824\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line.png 962w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line-300x1.png 300w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/cases-line-768x2.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-55bec52 e-flex e-con-boxed e-con e-parent\" data-id=\"55bec52\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e45d97c e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"e45d97c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;motion_fx_translateX_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_direction&quot;:&quot;negative&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateX_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:4,&quot;sizes&quot;:[]},&quot;motion_fx_translateX_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-922708c gallery-spacing-custom elementor-widget elementor-widget-image-gallery\" data-id=\"922708c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-1' class='gallery galleryid-1640 gallery-columns-7 gallery-size-full'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a data-elementor-open-lightbox=\"no\" href=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/kafka.png\"><img loading=\"lazy\" decoding=\"async\" width=\"215\" height=\"234\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/kafka.png\" class=\"attachment-full size-full\" alt=\"\" title=\"\"><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"no\" href=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-3.png\"><img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"225\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-3.png\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-3.png 225w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-3-150x150.png 150w\" sizes=\"(max-width: 225px) 100vw, 225px\" title=\"\"><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"no\" href=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download.jpeg\"><img loading=\"lazy\" decoding=\"async\" width=\"259\" height=\"195\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download.jpeg\" class=\"attachment-full size-full\" alt=\"\" title=\"\"><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"no\" href=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-6.png\"><img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"225\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-6.png\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-6.png 225w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-6-150x150.png 150w\" sizes=\"(max-width: 225px) 100vw, 225px\" title=\"\"><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"no\" href=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-1-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"224\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-1-1.png\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-1-1.png 225w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-1-1-150x150.png 150w\" sizes=\"(max-width: 225px) 100vw, 225px\" title=\"\"><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"no\" href=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-2.png\"><img loading=\"lazy\" decoding=\"async\" width=\"245\" height=\"206\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-2.png\" class=\"attachment-full size-full\" alt=\"\" title=\"\"><\/a>\n\t\t\t<\/div><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-16dd424 e-con-full elementor-hidden-desktop elementor-hidden-tablet e-flex e-con e-child\" data-id=\"16dd424\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-443e546 gallery-spacing-custom elementor-widget elementor-widget-image-gallery\" data-id=\"443e546\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-2' class='gallery galleryid-1640 gallery-columns-7 gallery-size-full'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a data-elementor-open-lightbox=\"no\" href=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/kafka.png\"><img loading=\"lazy\" decoding=\"async\" width=\"215\" height=\"234\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/kafka.png\" class=\"attachment-full size-full\" alt=\"\" title=\"\"><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"no\" href=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-3.png\"><img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"225\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-3.png\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-3.png 225w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-3-150x150.png 150w\" sizes=\"(max-width: 225px) 100vw, 225px\" title=\"\"><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"no\" href=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download.jpeg\"><img loading=\"lazy\" decoding=\"async\" width=\"259\" height=\"195\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download.jpeg\" class=\"attachment-full size-full\" alt=\"\" title=\"\"><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"no\" href=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-6.png\"><img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"225\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-6.png\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-6.png 225w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-6-150x150.png 150w\" sizes=\"(max-width: 225px) 100vw, 225px\" title=\"\"><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"no\" href=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-1-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"224\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-1-1.png\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-1-1.png 225w, https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-1-1-150x150.png 150w\" sizes=\"(max-width: 225px) 100vw, 225px\" title=\"\"><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"no\" href=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-2.png\"><img loading=\"lazy\" decoding=\"async\" width=\"245\" height=\"206\" src=\"https:\/\/symufolk.com\/wp-content\/uploads\/2024\/12\/download-2.png\" class=\"attachment-full size-full\" alt=\"\" title=\"\"><\/a>\n\t\t\t<\/div><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e420002 e-flex e-con-boxed e-con e-parent\" data-id=\"e420002\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0b528db elementor-widget elementor-widget-heading\" data-id=\"0b528db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Creation Process<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-de5c2b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"de5c2b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-574c2c09\" data-id=\"574c2c09\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bfcfdc9 elementor-view-default elementor-invisible elementor-widget elementor-widget-icon\" data-id=\"bfcfdc9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_offset&quot;:200,&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;],&quot;_animation&quot;:&quot;zoomIn&quot;,&quot;_animation_delay&quot;:200,&quot;_animation_mobile&quot;:&quot;none&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-22651d89 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"22651d89\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-58707b81\" data-id=\"58707b81\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2fc7b90e\" data-id=\"2fc7b90e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-46fd7c46 elementor-widget elementor-widget-heading\" data-id=\"46fd7c46\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Initial Assessment<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a8e622a elementor-widget elementor-widget-text-editor\" data-id=\"6a8e622a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tConducted a comprehensive analysis of Amazon\u2019s data infrastructure, identifying inefficiencies in manual workflows, data ingestion, and scalability.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-ef00bcd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ef00bcd\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-305ed106\" data-id=\"305ed106\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fe74d98 elementor-widget elementor-widget-heading\" data-id=\"fe74d98\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Solution Design<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf4c0ba elementor-widget elementor-widget-text-editor\" data-id=\"bf4c0ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tDeveloped an automated data pipeline strategy using Apache Airflow for orchestration and AWS Glue for scalable ETL processing.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-57512790\" data-id=\"57512790\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d05f4c4 elementor-widget elementor-widget-spacer\" data-id=\"d05f4c4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-61010a0f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"61010a0f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-5de1d2c9\" data-id=\"5de1d2c9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-68b36433\" data-id=\"68b36433\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3d8a02c elementor-widget elementor-widget-heading\" data-id=\"3d8a02c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Implementation &amp; Automation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8581d38 elementor-widget elementor-widget-text-editor\" data-id=\"8581d38\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tIntegrated real-time data ingestion, automated error handling and workflow scheduling, and optimized data transformation pipelines.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-20bc5442 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"20bc5442\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-624c26ed\" data-id=\"624c26ed\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-eb2923e elementor-widget elementor-widget-heading\" data-id=\"eb2923e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Testing &amp; Optimization<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66a5147 elementor-widget elementor-widget-text-editor\" data-id=\"66a5147\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tRigorously tested workflow efficiency, system reliability, and error handling mechanisms, ensuring seamless automation and scalability.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2673f609\" data-id=\"2673f609\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c44cc27 elementor-widget elementor-widget-spacer\" data-id=\"c44cc27\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-14d35432 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"14d35432\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-37ae45a8\" data-id=\"37ae45a8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1242329e\" data-id=\"1242329e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3cd23fc elementor-widget elementor-widget-heading\" data-id=\"3cd23fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Ongoing Monitoring &amp; Support<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d02c6ac elementor-widget elementor-widget-text-editor\" data-id=\"d02c6ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tEstablished automated alerts and continuous monitoring, ensuring long-term system performance, adaptability, and real-time data availability.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Amazon Optimizing Amazon\u2019s Data Engineering Workflow Amazon\u2019s data requirements were expanding rapidly, placing immense strain on its existing data engineering infrastructure. The manual handling of large datasets, slow ingestion processes, and inefficient workflows hindered Amazon\u2019s ability to make real-time, data-driven decisions. SymuFolk partnered with Amazon to automate data workflows, enhance scalability, and enable real-time insights, [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":1636,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"two_page_speed":[],"footnotes":""},"class_list":["post-1640","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/symufolk.com\/ar\/wp-json\/wp\/v2\/pages\/1640","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/symufolk.com\/ar\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/symufolk.com\/ar\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/symufolk.com\/ar\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/symufolk.com\/ar\/wp-json\/wp\/v2\/comments?post=1640"}],"version-history":[{"count":6,"href":"https:\/\/symufolk.com\/ar\/wp-json\/wp\/v2\/pages\/1640\/revisions"}],"predecessor-version":[{"id":5117,"href":"https:\/\/symufolk.com\/ar\/wp-json\/wp\/v2\/pages\/1640\/revisions\/5117"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/symufolk.com\/ar\/wp-json\/wp\/v2\/media\/1636"}],"wp:attachment":[{"href":"https:\/\/symufolk.com\/ar\/wp-json\/wp\/v2\/media?parent=1640"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}